Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 636262 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 55.8 MiB |
| Average record size in memory | 92.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 5 |
name_orig has a high cardinality: 636170 distinct values | High cardinality |
name_dest has a high cardinality: 457297 distinct values | High cardinality |
step is highly correlated with days | High correlation |
amount is highly correlated with dif_balance_dest | High correlation |
old_balance_org is highly correlated with new_balance_orig | High correlation |
new_balance_orig is highly correlated with old_balance_org | High correlation |
old_balance_dest is highly correlated with new_balance_dest | High correlation |
new_balance_dest is highly correlated with old_balance_dest | High correlation |
days is highly correlated with step | High correlation |
dif_balance_dest is highly correlated with amount | High correlation |
step is highly correlated with days | High correlation |
amount is highly correlated with old_balance_dest and 1 other fields | High correlation |
old_balance_org is highly correlated with new_balance_orig | High correlation |
new_balance_orig is highly correlated with old_balance_org and 1 other fields | High correlation |
old_balance_dest is highly correlated with amount and 1 other fields | High correlation |
new_balance_dest is highly correlated with amount and 1 other fields | High correlation |
days is highly correlated with step | High correlation |
dif_balance_orig is highly correlated with dif_balance_dest | High correlation |
dif_balance_dest is highly correlated with new_balance_orig and 1 other fields | High correlation |
step is highly correlated with days | High correlation |
old_balance_org is highly correlated with new_balance_orig | High correlation |
new_balance_orig is highly correlated with old_balance_org and 1 other fields | High correlation |
old_balance_dest is highly correlated with new_balance_dest | High correlation |
new_balance_dest is highly correlated with old_balance_dest | High correlation |
days is highly correlated with step | High correlation |
dif_balance_dest is highly correlated with new_balance_orig | High correlation |
dif_balance_orig is highly correlated with is_fraud | High correlation |
amount is highly correlated with new_balance_dest and 1 other fields | High correlation |
old_balance_org is highly correlated with new_balance_orig | High correlation |
old_balance_dest is highly correlated with new_balance_dest | High correlation |
is_fraud is highly correlated with dif_balance_orig | High correlation |
new_balance_dest is highly correlated with amount and 2 other fields | High correlation |
days is highly correlated with step | High correlation |
new_balance_orig is highly correlated with old_balance_org | High correlation |
step is highly correlated with days | High correlation |
dif_balance_dest is highly correlated with amount and 1 other fields | High correlation |
amount is highly skewed (γ1 = 30.74367403) | Skewed |
old_balance_dest is highly skewed (γ1 = 21.97917021) | Skewed |
new_balance_dest is highly skewed (γ1 = 21.22636428) | Skewed |
dif_balance_orig is highly skewed (γ1 = -26.86841927) | Skewed |
dif_balance_dest is highly skewed (γ1 = 32.5985827) | Skewed |
name_orig is uniformly distributed | Uniform |
name_dest is uniformly distributed | Uniform |
old_balance_org has 210285 (33.1%) zeros | Zeros |
new_balance_orig has 361277 (56.8%) zeros | Zeros |
old_balance_dest has 270408 (42.5%) zeros | Zeros |
new_balance_dest has 243933 (38.3%) zeros | Zeros |
dif_balance_orig has 208941 (32.8%) zeros | Zeros |
dif_balance_dest has 231697 (36.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-08-18 17:03:49.762913 |
|---|---|
| Analysis finished | 2021-08-18 17:04:58.163471 |
| Duration | 1 minute and 8.4 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 629 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 243.6019501 |
| Minimum | 1 |
|---|---|
| Maximum | 743 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 156 |
| median | 241 |
| Q3 | 335 |
| 95-th percentile | 492 |
| Maximum | 743 |
| Range | 742 |
| Interquartile range (IQR) | 179 |
Descriptive statistics
| Standard deviation | 142.3980298 |
|---|---|
| Coefficient of variation (CV) | 0.5845520928 |
| Kurtosis | 0.3160876985 |
| Mean | 243.6019501 |
| Median Absolute Deviation (MAD) | 90 |
| Skewness | 0.3691862978 |
| Sum | 154994664 |
| Variance | 20277.19888 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 5214 | 0.8% |
| 187 | 4976 | 0.8% |
| 18 | 4968 | 0.8% |
| 307 | 4701 | 0.7% |
| 235 | 4674 | 0.7% |
| 163 | 4627 | 0.7% |
| 139 | 4560 | 0.7% |
| 355 | 4531 | 0.7% |
| 403 | 4482 | 0.7% |
| 259 | 4480 | 0.7% |
| Other values (619) | 589049 |
| Value | Count | Frequency (%) |
| 1 | 262 | < 0.1% |
| 2 | 103 | < 0.1% |
| 3 | 52 | < 0.1% |
| 4 | 53 | < 0.1% |
| 5 | 69 | < 0.1% |
| 6 | 176 | < 0.1% |
| 7 | 666 | 0.1% |
| 8 | 2156 | |
| 9 | 3751 | |
| 10 | 3614 |
| Value | Count | Frequency (%) |
| 743 | 2 | |
| 741 | 2 | |
| 740 | 1 | |
| 739 | 2 | |
| 737 | 2 | |
| 736 | 2 | |
| 735 | 1 | |
| 734 | 2 | |
| 733 | 1 | |
| 731 | 2 |
type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 MiB |
| CASH_OUT | |
|---|---|
| PAYMENT | |
| CASH_IN | |
| TRANSFER | |
| DEBIT | 4085 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.422231722 |
| Min length | 5 |
Characters and Unicode
| Total characters | 4722484 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CASH_OUT |
|---|---|
| 2nd row | CASH_OUT |
| 3rd row | TRANSFER |
| 4th row | PAYMENT |
| 5th row | PAYMENT |
Common Values
| Value | Count | Frequency (%) |
| CASH_OUT | 223667 | |
| PAYMENT | 215258 | |
| CASH_IN | 140099 | |
| TRANSFER | 53153 | 8.4% |
| DEBIT | 4085 | 0.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| cash_out | 223667 | |
| payment | 215258 | |
| cash_in | 140099 | |
| transfer | 53153 | 8.4% |
| debit | 4085 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 632177 | |
| T | 496163 | |
| S | 416919 | |
| N | 408510 | |
| C | 363766 | 7.7% |
| H | 363766 | 7.7% |
| _ | 363766 | 7.7% |
| E | 272496 | 5.8% |
| O | 223667 | 4.7% |
| U | 223667 | 4.7% |
| Other values (8) | 957587 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 4358718 | |
| Connector Punctuation | 363766 | 7.7% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 632177 | |
| T | 496163 | |
| S | 416919 | |
| N | 408510 | |
| C | 363766 | |
| H | 363766 | |
| E | 272496 | 6.3% |
| O | 223667 | 5.1% |
| U | 223667 | 5.1% |
| P | 215258 | 4.9% |
| Other values (7) | 742329 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 363766 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4358718 | |
| Common | 363766 | 7.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 632177 | |
| T | 496163 | |
| S | 416919 | |
| N | 408510 | |
| C | 363766 | |
| H | 363766 | |
| E | 272496 | 6.3% |
| O | 223667 | 5.1% |
| U | 223667 | 5.1% |
| P | 215258 | 4.9% |
| Other values (7) | 742329 |
Common
| Value | Count | Frequency (%) |
| _ | 363766 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4722484 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 632177 | |
| T | 496163 | |
| S | 416919 | |
| N | 408510 | |
| C | 363766 | 7.7% |
| H | 363766 | 7.7% |
| _ | 363766 | 7.7% |
| E | 272496 | 5.8% |
| O | 223667 | 4.7% |
| U | 223667 | 4.7% |
| Other values (8) | 957587 |
| Distinct | 622517 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180035.7065 |
| Minimum | 0 |
|---|---|
| Maximum | 69886731.3 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2224.931 |
| Q1 | 13429.5075 |
| median | 74896.38 |
| Q3 | 208974.285 |
| 95-th percentile | 517876.791 |
| Maximum | 69886731.3 |
| Range | 69886731.3 |
| Interquartile range (IQR) | 195544.7775 |
Descriptive statistics
| Standard deviation | 600588.416 |
|---|---|
| Coefficient of variation (CV) | 3.335940562 |
| Kurtosis | 1757.615666 |
| Mean | 180035.7065 |
| Median Absolute Deviation (MAD) | 68391.61 |
| Skewness | 30.74367403 |
| Sum | 1.145498787 × 1011 |
| Variance | 3.607064455 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000000 | 323 | 0.1% |
| 15000 | 10 | < 0.1% |
| 5000 | 7 | < 0.1% |
| 100000 | 5 | < 0.1% |
| 10000 | 5 | < 0.1% |
| 8155.63 | 4 | < 0.1% |
| 4374.97 | 4 | < 0.1% |
| 2870.03 | 4 | < 0.1% |
| 10180.18 | 4 | < 0.1% |
| 5320.17 | 4 | < 0.1% |
| Other values (622507) | 635892 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.01 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 0.41 | 1 | < 0.1% |
| 0.43 | 1 | < 0.1% |
| 0.51 | 1 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| 0.58 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 69886731.3 | 1 | |
| 63294839.63 | 1 | |
| 51141938.17 | 1 | |
| 49522819.36 | 1 | |
| 47825067.55 | 1 | |
| 46874551.96 | 1 | |
| 46698160.51 | 1 | |
| 42684988.59 | 1 | |
| 41818052.2 | 1 | |
| 40891132.65 | 1 |
| Distinct | 636170 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 MiB |
| C501544405 | 2 |
|---|---|
| C1125240410 | 2 |
| C491393722 | 2 |
| C2121401286 | 2 |
| C786304962 | 2 |
| Other values (636165) |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.48223216 |
| Min length | 5 |
Characters and Unicode
| Total characters | 6669446 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 636078 ? |
|---|---|
| Unique (%) | > 99.9% |
Sample
| 1st row | C1389413404 |
|---|---|
| 2nd row | C958468196 |
| 3rd row | C857481806 |
| 4th row | C558963849 |
| 5th row | C1644082954 |
Common Values
| Value | Count | Frequency (%) |
| C501544405 | 2 | < 0.1% |
| C1125240410 | 2 | < 0.1% |
| C491393722 | 2 | < 0.1% |
| C2121401286 | 2 | < 0.1% |
| C786304962 | 2 | < 0.1% |
| C696791913 | 2 | < 0.1% |
| C331659194 | 2 | < 0.1% |
| C1820871729 | 2 | < 0.1% |
| C136566605 | 2 | < 0.1% |
| C469443722 | 2 | < 0.1% |
| Other values (636160) | 636242 |
Length
| Value | Count | Frequency (%) |
| c1037425017 | 2 | < 0.1% |
| c1633525635 | 2 | < 0.1% |
| c331659194 | 2 | < 0.1% |
| c1537934179 | 2 | < 0.1% |
| c204685220 | 2 | < 0.1% |
| c1302315369 | 2 | < 0.1% |
| c271483321 | 2 | < 0.1% |
| c142312811 | 2 | < 0.1% |
| c740029352 | 2 | < 0.1% |
| c1087177468 | 2 | < 0.1% |
| Other values (636160) | 636242 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 880544 | |
| C | 636262 | |
| 2 | 613975 | |
| 4 | 570056 | |
| 3 | 569459 | |
| 7 | 567600 | |
| 5 | 567437 | |
| 8 | 566583 | |
| 9 | 566310 | |
| 0 | 565624 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6033184 | |
| Uppercase Letter | 636262 | 9.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 880544 | |
| 2 | 613975 | |
| 4 | 570056 | |
| 3 | 569459 | |
| 7 | 567600 | |
| 5 | 567437 | |
| 8 | 566583 | |
| 9 | 566310 | |
| 0 | 565624 | |
| 6 | 565596 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 636262 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6033184 | |
| Latin | 636262 | 9.5% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 880544 | |
| 2 | 613975 | |
| 4 | 570056 | |
| 3 | 569459 | |
| 7 | 567600 | |
| 5 | 567437 | |
| 8 | 566583 | |
| 9 | 566310 | |
| 0 | 565624 | |
| 6 | 565596 |
Latin
| Value | Count | Frequency (%) |
| C | 636262 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6669446 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 880544 | |
| C | 636262 | |
| 2 | 613975 | |
| 4 | 570056 | |
| 3 | 569459 | |
| 7 | 567600 | |
| 5 | 567437 | |
| 8 | 566583 | |
| 9 | 566310 | |
| 0 | 565624 |
old_balance_org
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 258462 |
|---|---|
| Distinct (%) | 40.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 838195.6819 |
| Minimum | 0 |
|---|---|
| Maximum | 59585040.37 |
| Zeros | 210285 |
| Zeros (%) | 33.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 14057.34 |
| Q3 | 107363.405 |
| 95-th percentile | 5872246.466 |
| Maximum | 59585040.37 |
| Range | 59585040.37 |
| Interquartile range (IQR) | 107363.405 |
Descriptive statistics
| Standard deviation | 2900800.457 |
|---|---|
| Coefficient of variation (CV) | 3.460767598 |
| Kurtosis | 33.09617991 |
| Mean | 838195.6819 |
| Median Absolute Deviation (MAD) | 14057.34 |
| Skewness | 5.248479964 |
| Sum | 5.33312061 × 1011 |
| Variance | 8.414643292 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 210285 | |
| 162 | 120 | < 0.1% |
| 109 | 110 | < 0.1% |
| 181 | 102 | < 0.1% |
| 125 | 100 | < 0.1% |
| 161 | 99 | < 0.1% |
| 111 | 99 | < 0.1% |
| 120 | 98 | < 0.1% |
| 106 | 98 | < 0.1% |
| 115 | 97 | < 0.1% |
| Other values (258452) | 425054 |
| Value | Count | Frequency (%) |
| 0 | 210285 | |
| 0.44 | 1 | < 0.1% |
| 0.67 | 1 | < 0.1% |
| 1 | 29 | < 0.1% |
| 1.37 | 1 | < 0.1% |
| 2 | 41 | < 0.1% |
| 2.43 | 1 | < 0.1% |
| 3 | 28 | < 0.1% |
| 3.29 | 1 | < 0.1% |
| 4 | 23 | < 0.1% |
| Value | Count | Frequency (%) |
| 59585040.37 | 1 | |
| 57316255.05 | 1 | |
| 37919816.48 | 1 | |
| 37538004.89 | 1 | |
| 35002864.38 | 1 | |
| 34953893.08 | 1 | |
| 34574029.94 | 1 | |
| 34266226.44 | 1 | |
| 33474678.33 | 1 | |
| 33468608.08 | 1 |
new_balance_orig
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 274235 |
|---|---|
| Distinct (%) | 43.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 859357.6652 |
| Minimum | 0 |
|---|---|
| Maximum | 49585040.37 |
| Zeros | 361277 |
| Zeros (%) | 56.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 144824.6175 |
| 95-th percentile | 6030913.765 |
| Maximum | 49585040.37 |
| Range | 49585040.37 |
| Interquartile range (IQR) | 144824.6175 |
Descriptive statistics
| Standard deviation | 2935834.207 |
|---|---|
| Coefficient of variation (CV) | 3.416312353 |
| Kurtosis | 32.03814074 |
| Mean | 859357.6652 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.171901225 |
| Sum | 5.467766268 × 1011 |
| Variance | 8.619122494 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 361277 | |
| 72903.91 | 3 | < 0.1% |
| 40563.81 | 3 | < 0.1% |
| 4278.09 | 3 | < 0.1% |
| 5329.29 | 3 | < 0.1% |
| 218648.27 | 2 | < 0.1% |
| 1278.35 | 2 | < 0.1% |
| 131722.05 | 2 | < 0.1% |
| 2674.74 | 2 | < 0.1% |
| 6566.23 | 2 | < 0.1% |
| Other values (274225) | 274963 |
| Value | Count | Frequency (%) |
| 0 | 361277 | |
| 0.05 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 1.14 | 1 | < 0.1% |
| 1.24 | 1 | < 0.1% |
| 1.45 | 1 | < 0.1% |
| 1.52 | 1 | < 0.1% |
| 1.63 | 1 | < 0.1% |
| 1.87 | 1 | < 0.1% |
| 2.01 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49585040.37 | 1 | |
| 47316255.05 | 1 | |
| 37950093.25 | 1 | |
| 37919816.48 | 1 | |
| 35017380.83 | 1 | |
| 34499396.72 | 1 | |
| 34348398.13 | 1 | |
| 33623300.06 | 1 | |
| 33576123.85 | 1 | |
| 33512987.05 | 1 |
| Distinct | 457297 |
|---|---|
| Distinct (%) | 71.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 MiB |
| C248609774 | 16 |
|---|---|
| C1590550415 | 15 |
| C2011561834 | 15 |
| C2083562754 | 14 |
| C1163480574 | 13 |
| Other values (457292) |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.48172294 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6669122 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 358591 ? |
|---|---|
| Unique (%) | 56.4% |
Sample
| 1st row | C819390946 |
|---|---|
| 2nd row | C257205272 |
| 3rd row | C134214261 |
| 4th row | M635090135 |
| 5th row | M332145827 |
Common Values
| Value | Count | Frequency (%) |
| C248609774 | 16 | < 0.1% |
| C1590550415 | 15 | < 0.1% |
| C2011561834 | 15 | < 0.1% |
| C2083562754 | 14 | < 0.1% |
| C1163480574 | 13 | < 0.1% |
| C1954751748 | 13 | < 0.1% |
| C381132810 | 13 | < 0.1% |
| C1722902384 | 13 | < 0.1% |
| C1787868648 | 13 | < 0.1% |
| C929266212 | 13 | < 0.1% |
| Other values (457287) | 636124 |
Length
| Value | Count | Frequency (%) |
| c248609774 | 16 | < 0.1% |
| c2011561834 | 15 | < 0.1% |
| c1590550415 | 15 | < 0.1% |
| c2083562754 | 14 | < 0.1% |
| c1787868648 | 13 | < 0.1% |
| c381132810 | 13 | < 0.1% |
| c1163480574 | 13 | < 0.1% |
| c1722902384 | 13 | < 0.1% |
| c1880332929 | 13 | < 0.1% |
| c929266212 | 13 | < 0.1% |
| Other values (457287) | 636124 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 879498 | |
| 2 | 611481 | |
| 3 | 570904 | |
| 4 | 568937 | |
| 0 | 567669 | |
| 6 | 567152 | |
| 8 | 566952 | |
| 9 | 566926 | |
| 5 | 566692 | |
| 7 | 566649 | |
| Other values (2) | 636262 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6032860 | |
| Uppercase Letter | 636262 | 9.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 879498 | |
| 2 | 611481 | |
| 3 | 570904 | |
| 4 | 568937 | |
| 0 | 567669 | |
| 6 | 567152 | |
| 8 | 566952 | |
| 9 | 566926 | |
| 5 | 566692 | |
| 7 | 566649 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 421004 | |
| M | 215258 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6032860 | |
| Latin | 636262 | 9.5% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 879498 | |
| 2 | 611481 | |
| 3 | 570904 | |
| 4 | 568937 | |
| 0 | 567669 | |
| 6 | 567152 | |
| 8 | 566952 | |
| 9 | 566926 | |
| 5 | 566692 | |
| 7 | 566649 |
Latin
| Value | Count | Frequency (%) |
| C | 421004 | |
| M | 215258 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6669122 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 879498 | |
| 2 | 611481 | |
| 3 | 570904 | |
| 4 | 568937 | |
| 0 | 567669 | |
| 6 | 567152 | |
| 8 | 566952 | |
| 9 | 566926 | |
| 5 | 566692 | |
| 7 | 566649 | |
| Other values (2) | 636262 |
old_balance_dest
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 365217 |
|---|---|
| Distinct (%) | 57.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1106841.08 |
| Minimum | 0 |
|---|---|
| Maximum | 355381433.6 |
| Zeros | 270408 |
| Zeros (%) | 42.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 132774.34 |
| Q3 | 947431.27 |
| 95-th percentile | 5150751.782 |
| Maximum | 355381433.6 |
| Range | 355381433.6 |
| Interquartile range (IQR) | 947431.27 |
Descriptive statistics
| Standard deviation | 3486732.494 |
|---|---|
| Coefficient of variation (CV) | 3.15016542 |
| Kurtosis | 1164.213696 |
| Mean | 1106841.08 |
| Median Absolute Deviation (MAD) | 132774.34 |
| Skewness | 21.97917021 |
| Sum | 7.042409189 × 1011 |
| Variance | 1.215730349 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 270408 | |
| 10000000 | 62 | < 0.1% |
| 20000000 | 24 | < 0.1% |
| 40000000 | 8 | < 0.1% |
| 30000000 | 6 | < 0.1% |
| 174 | 5 | < 0.1% |
| 184 | 4 | < 0.1% |
| 6001 | 4 | < 0.1% |
| 347 | 4 | < 0.1% |
| 130 | 4 | < 0.1% |
| Other values (365207) | 365733 |
| Value | Count | Frequency (%) |
| 0 | 270408 | |
| 0.79 | 1 | < 0.1% |
| 1.64 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 4.52 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 12.1 | 1 | < 0.1% |
| 12.95 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 355381433.6 | 1 | |
| 355185537.1 | 1 | |
| 311404901.4 | 1 | |
| 301140972.5 | 1 | |
| 286606840.4 | 1 | |
| 257660877.1 | 1 | |
| 235879668.4 | 1 | |
| 235855760.3 | 1 | |
| 219050020.8 | 1 | |
| 210599258.7 | 1 |
new_balance_dest
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 387378 |
|---|---|
| Distinct (%) | 60.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1230661.224 |
| Minimum | 0 |
|---|---|
| Maximum | 355380483.5 |
| Zeros | 243933 |
| Zeros (%) | 38.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 215337.58 |
| Q3 | 1114869.022 |
| 95-th percentile | 5535900.888 |
| Maximum | 355380483.5 |
| Range | 355380483.5 |
| Interquartile range (IQR) | 1114869.022 |
Descriptive statistics
| Standard deviation | 3754355.69 |
|---|---|
| Coefficient of variation (CV) | 3.050681711 |
| Kurtosis | 1048.216962 |
| Mean | 1230661.224 |
| Median Absolute Deviation (MAD) | 215337.58 |
| Skewness | 21.22636428 |
| Sum | 7.830229719 × 1011 |
| Variance | 1.409518665 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 243933 | |
| 10000000 | 8 | < 0.1% |
| 18123750.85 | 6 | < 0.1% |
| 4310701.91 | 6 | < 0.1% |
| 19169204.93 | 5 | < 0.1% |
| 971418.91 | 5 | < 0.1% |
| 1983599.05 | 5 | < 0.1% |
| 2364068.61 | 4 | < 0.1% |
| 2107778.11 | 4 | < 0.1% |
| 1092234.24 | 4 | < 0.1% |
| Other values (387368) | 392282 |
| Value | Count | Frequency (%) |
| 0 | 243933 | |
| 2.76 | 1 | < 0.1% |
| 3.05 | 1 | < 0.1% |
| 8.89 | 1 | < 0.1% |
| 10.58 | 1 | < 0.1% |
| 12.82 | 1 | < 0.1% |
| 15.32 | 1 | < 0.1% |
| 22.47 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 23.84 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 355380483.5 | 1 | |
| 355185537.1 | 1 | |
| 311492902.8 | 1 | |
| 311404901.4 | 1 | |
| 301248443.8 | 1 | |
| 300985927.9 | 1 | |
| 258034674.3 | 1 | |
| 249370946.2 | 1 | |
| 235932693.8 | 1 | |
| 221425442.2 | 1 |
is_flagged_fraud
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 MiB |
| 0 | |
|---|---|
| 1 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 636262 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 636258 | |
| 1 | 4 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 636258 | |
| 1 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 636258 | |
| 1 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 636262 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 636258 | |
| 1 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 636262 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 636258 | |
| 1 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 636262 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 636258 | |
| 1 | 4 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 MiB |
| 0 | |
|---|---|
| 1 | 821 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 636262 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 635441 | |
| 1 | 821 | 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 635441 | |
| 1 | 821 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 635441 | |
| 1 | 821 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 636262 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 635441 | |
| 1 | 821 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 636262 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 635441 | |
| 1 | 821 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 636262 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 635441 | |
| 1 | 821 | 0.1% |
| Distinct | 606 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.18464491 |
| Minimum | 1 |
|---|---|
| Maximum | 30.95833333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6.5 |
| median | 10.04166667 |
| Q3 | 13.95833333 |
| 95-th percentile | 20.5 |
| Maximum | 30.95833333 |
| Range | 29.95833333 |
| Interquartile range (IQR) | 7.458333333 |
Descriptive statistics
| Standard deviation | 5.878241745 |
|---|---|
| Coefficient of variation (CV) | 0.577167078 |
| Kurtosis | 0.3364776649 |
| Mean | 10.18464491 |
| Median Absolute Deviation (MAD) | 3.75 |
| Skewness | 0.4069573473 |
| Sum | 6480102.542 |
| Variance | 34.55372601 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 57562 | 9.0% |
| 7.791666667 | 4976 | 0.8% |
| 12.79166667 | 4701 | 0.7% |
| 9.791666667 | 4674 | 0.7% |
| 6.791666667 | 4627 | 0.7% |
| 5.791666667 | 4560 | 0.7% |
| 14.79166667 | 4531 | 0.7% |
| 16.79166667 | 4482 | 0.7% |
| 10.79166667 | 4480 | 0.7% |
| 1.791666667 | 4466 | 0.7% |
| Other values (596) | 537203 |
| Value | Count | Frequency (%) |
| 1 | 57562 | |
| 1.041666667 | 154 | < 0.1% |
| 1.083333333 | 43 | < 0.1% |
| 1.125 | 4 | < 0.1% |
| 1.291666667 | 1 | < 0.1% |
| 1.333333333 | 3 | < 0.1% |
| 1.375 | 2330 | 0.4% |
| 1.416666667 | 3149 | 0.5% |
| 1.458333333 | 2902 | 0.5% |
| 1.5 | 3956 | 0.6% |
| Value | Count | Frequency (%) |
| 30.95833333 | 2 | |
| 30.875 | 2 | |
| 30.83333333 | 1 | |
| 30.79166667 | 2 | |
| 30.70833333 | 2 | |
| 30.66666667 | 2 | |
| 30.625 | 1 | |
| 30.58333333 | 2 | |
| 30.54166667 | 1 | |
| 30.45833333 | 2 |
| Distinct | 342931 |
|---|---|
| Distinct (%) | 53.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21161.98328 |
| Minimum | -10000000 |
|---|---|
| Maximum | 1915267.9 |
| Zeros | 208941 |
| Zeros (%) | 32.8% |
| Negative | 287230 |
| Negative (%) | 45.1% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | -10000000 |
|---|---|
| 5-th percentile | -74279.9 |
| Q1 | -10134 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 252672.475 |
| Maximum | 1915267.9 |
| Range | 11915267.9 |
| Interquartile range (IQR) | 10134 |
Descriptive statistics
| Standard deviation | 154473.8823 |
|---|---|
| Coefficient of variation (CV) | 7.299593815 |
| Kurtosis | 1586.505489 |
| Mean | 21161.98328 |
| Median Absolute Deviation (MAD) | 7270.275 |
| Skewness | -26.86841927 |
| Sum | 1.34645658 × 1010 |
| Variance | 2.38621803 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 208941 | |
| -162 | 91 | < 0.1% |
| -109 | 91 | < 0.1% |
| -111 | 86 | < 0.1% |
| -181 | 85 | < 0.1% |
| -125 | 85 | < 0.1% |
| -127 | 84 | < 0.1% |
| -115 | 84 | < 0.1% |
| -120 | 82 | < 0.1% |
| -170 | 82 | < 0.1% |
| Other values (342921) | 426551 |
| Value | Count | Frequency (%) |
| -10000000 | 40 | |
| -10000000 | 2 | < 0.1% |
| -9772559.35 | 1 | < 0.1% |
| -9468064.05 | 1 | < 0.1% |
| -9097679.75 | 1 | < 0.1% |
| -8994286.69 | 1 | < 0.1% |
| -8991625.83 | 1 | < 0.1% |
| -8980853.88 | 1 | < 0.1% |
| -8950011.46 | 1 | < 0.1% |
| -8924971.59 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1915267.9 | 1 | |
| 1782621.49 | 1 | |
| 1394689.81 | 1 | |
| 1290876.4 | 1 | |
| 1240885.3 | 1 | |
| 1225177.33 | 1 | |
| 1208150.77 | 1 | |
| 1172012.84 | 1 | |
| 1162958.23 | 1 | |
| 1129849.78 | 1 |
dif_balance_dest
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 404171 |
|---|---|
| Distinct (%) | 63.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123820.1448 |
| Minimum | -5353303.67 |
|---|---|
| Maximum | 82704592.26 |
| Zeros | 231697 |
| Zeros (%) | 36.4% |
| Negative | 124229 |
| Negative (%) | 19.5% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | -5353303.67 |
|---|---|
| 5-th percentile | -222073.1895 |
| Q1 | 0 |
| median | 0 |
| Q3 | 148805.4575 |
| 95-th percentile | 559753.337 |
| Maximum | 82704592.26 |
| Range | 88057895.93 |
| Interquartile range (IQR) | 148805.4575 |
Descriptive statistics
| Standard deviation | 796750.2258 |
|---|---|
| Coefficient of variation (CV) | 6.434738282 |
| Kurtosis | 1749.045948 |
| Mean | 123820.1448 |
| Median Absolute Deviation (MAD) | 62685.34 |
| Skewness | 32.5985827 |
| Sum | 7.878205297 × 1010 |
| Variance | 6.348109223 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 231697 | |
| 10000000 | 19 | < 0.1% |
| -15000 | 9 | < 0.1% |
| -5000 | 6 | < 0.1% |
| -182 | 4 | < 0.1% |
| -100000 | 4 | < 0.1% |
| -347 | 3 | < 0.1% |
| -10000 | 3 | < 0.1% |
| -500 | 3 | < 0.1% |
| -314 | 3 | < 0.1% |
| Other values (404161) | 404511 |
| Value | Count | Frequency (%) |
| -5353303.67 | 1 | |
| -4525018.81 | 1 | |
| -4381869.85 | 1 | |
| -4304267 | 1 | |
| -2199286.39 | 1 | |
| -2116822.38 | 1 | |
| -2014707.88 | 1 | |
| -1984174 | 1 | |
| -1952454.02 | 1 | |
| -1915267.9 | 1 |
| Value | Count | Frequency (%) |
| 82704592.26 | 1 | |
| 75885725.63 | 1 | |
| 75549141.11 | 1 | |
| 69886731.3 | 1 | |
| 66308418.91 | 1 | |
| 64950673.26 | 1 | |
| 63294839.63 | 1 | |
| 56829381.3 | 1 | |
| 52403631.67 | 1 | |
| 51343097.27 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| step | type | amount | name_orig | old_balance_org | new_balance_orig | name_dest | old_balance_dest | new_balance_dest | is_flagged_fraud | is_fraud | days | dif_balance_orig | dif_balance_dest | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 353 | CASH_OUT | 150540.160 | C1389413404 | 9912.000 | 0.000 | C819390946 | 29817.590 | 180357.750 | 0 | 0 | 14.708 | -9912.000 | 150540.160 |
| 1 | 282 | CASH_OUT | 66723.640 | C958468196 | 0.000 | 0.000 | C257205272 | 1136277.810 | 1203001.450 | 0 | 0 | 11.750 | 0.000 | 66723.640 |
| 2 | 228 | TRANSFER | 1039375.010 | C857481806 | 2328.000 | 0.000 | C134214261 | 437583.330 | 1476958.340 | 0 | 0 | 9.500 | -2328.000 | 1039375.010 |
| 3 | 36 | PAYMENT | 9178.610 | C558963849 | 96237.620 | 87059.010 | M635090135 | 0.000 | 0.000 | 0 | 0 | 1.500 | -9178.610 | 0.000 |
| 4 | 48 | PAYMENT | 4527.240 | C1644082954 | 51925.000 | 47397.760 | M332145827 | 0.000 | 0.000 | 0 | 0 | 2.000 | -4527.240 | 0.000 |
| 5 | 22 | CASH_OUT | 35951.010 | C1596965065 | 29533.000 | 0.000 | C1727565779 | 12239732.300 | 12275683.310 | 0 | 0 | 1.000 | -29533.000 | 35951.010 |
| 6 | 330 | PAYMENT | 6738.520 | C859233135 | 0.000 | 0.000 | M1068538554 | 0.000 | 0.000 | 0 | 0 | 13.750 | 0.000 | 0.000 |
| 7 | 228 | PAYMENT | 21206.810 | C1531572949 | 51453.000 | 30246.190 | M1142464058 | 0.000 | 0.000 | 0 | 0 | 9.500 | -21206.810 | 0.000 |
| 8 | 207 | CASH_OUT | 296500.400 | C2107606313 | 0.000 | 0.000 | C32332084 | 4622375.480 | 4918875.880 | 0 | 0 | 8.625 | 0.000 | 296500.400 |
| 9 | 135 | CASH_OUT | 218014.960 | C2070855983 | 10510.000 | 0.000 | C751256487 | 657169.850 | 875184.810 | 0 | 0 | 5.625 | -10510.000 | 218014.960 |
Last rows
| step | type | amount | name_orig | old_balance_org | new_balance_orig | name_dest | old_balance_dest | new_balance_dest | is_flagged_fraud | is_fraud | days | dif_balance_orig | dif_balance_dest | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 636252 | 321 | PAYMENT | 871.120 | C155502700 | 29290.000 | 28418.880 | M693853065 | 0.000 | 0.000 | 0 | 0 | 13.375 | -871.120 | 0.000 |
| 636253 | 394 | CASH_IN | 220041.020 | C131070433 | 761793.000 | 981834.020 | C466352325 | 433656.620 | 213615.610 | 0 | 0 | 16.417 | 220041.020 | -220041.010 |
| 636254 | 353 | CASH_IN | 6286.100 | C280350536 | 7226.000 | 13512.100 | C81030497 | 0.000 | 0.000 | 0 | 0 | 14.708 | 6286.100 | 0.000 |
| 636255 | 372 | PAYMENT | 707.460 | C82052290 | 150882.410 | 150174.950 | M1038425751 | 0.000 | 0.000 | 0 | 0 | 15.500 | -707.460 | 0.000 |
| 636256 | 189 | CASH_IN | 374394.760 | C313176195 | 2975644.790 | 3350039.550 | C1821502927 | 6544869.360 | 6170474.600 | 0 | 0 | 7.875 | 374394.760 | -374394.760 |
| 636257 | 691 | CASH_OUT | 184745.770 | C1193750587 | 1155.000 | 0.000 | C1165106583 | 186549.970 | 371295.740 | 0 | 0 | 28.792 | -1155.000 | 184745.770 |
| 636258 | 21 | CASH_OUT | 78836.940 | C129383044 | 30658.000 | 0.000 | C1638313098 | 4642989.020 | 4721825.960 | 0 | 0 | 1.000 | -30658.000 | 78836.940 |
| 636259 | 16 | CASH_IN | 265300.000 | C1294861820 | 11400.000 | 276700.000 | C2004070631 | 0.000 | 488175.010 | 0 | 0 | 1.000 | 265300.000 | 488175.010 |
| 636260 | 204 | PAYMENT | 6747.460 | C1103134800 | 6467.720 | 0.000 | M1070124017 | 0.000 | 0.000 | 0 | 0 | 8.500 | -6467.720 | 0.000 |
| 636261 | 154 | PAYMENT | 6865.630 | C1013856770 | 0.000 | 0.000 | M1721419416 | 0.000 | 0.000 | 0 | 0 | 6.417 | 0.000 | 0.000 |